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Content at Scale

The plugin we use to run content in volume, with grouped runs, labelled sources, de-slop and fact-check passes that argues with the draft.

Built by the team that ran 20+ brands with three people.

What it does

How do I produce content in volume without the quality failing?

We really don't want to create AI slop or work all day on filtering out hallucinations, but we still need to create insane amounts of content; as most marketers. So we created this plugin. It runs a whole content batch as a pipeline. It records your ground truth first, writes each piece, then puts every piece through automatic checks and a whole-run review before you see any of it, and it stops to ask you whenever a contradiction or an unsourceable claim really needs a person.

The plugin we use to run content in volume, with grouped runs, labelled sources, de-slop and fact-check passes that argues with the draft.

See it work

Watch a grouped run produce drafts with sources attached.

A real sample of the output sits here, so you see the result before you take it.

Why get it

You keep the judgement calls.

It stops and asks you when a contradiction or an unsourceable claim needs a person.

It challenges its own claims hardest.

Anything the tool wrote itself is what it questions most, not what it trusts most.

The fact-checking is inside the run.

Nothing reaches you carrying an invented figure, because every piece is checked before you see it.

How to use it

1

Install it and record your ground truth

It runs in Claude Code or Cowork. Before it writes a word, it interviews you for what your company and product are, and whose voice the pieces carry. If you have these, this stage can be extremely streamlined.

2

Give it your raw material and run the batch

Research, transcripts, keyword lists, and what you want written. The multi-agent orchestration produces the pieces and checks each one as it goes.

3

Get the batch, with the receipts

Each piece arrives having passed its checks, and nothing it hands you carries unsupported data. The agents literally can't hallucinate or cheat.

What's inside

what you actually get
SHA256 verification, so the file you receive is provably the one the checks measured
Bundled voice references (Ann Handley, James Clear) and an AI-tell ban-list you can extend
A whole-run review that catches cross-piece repetition, contradiction and brand drift
Deterministic per-piece gates: length, verbatim overlap against your sources, fact-check, AI-tell removal, and a before-and-after claim-diff
Twelve standard-library Python scripts, with no dependencies and no API keys to manage
Eleven skills spanning ground-truth intake, source intake, research, writing and review
One Claude Code plugin; the orchestrate skill is the entry point

Questions

Do I need a ChatGPT or Claude account to use it?

Claude, and that is all. Later we will create a Codex version too. The twelve scripts are standard-library Python, so there are no dependencies and no API keys to manage.

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Will it work with my stack?

It does not plug into your stack. You give it your raw material and it hands back finished pieces, so it sits beside whatever you publish with rather than inside it. But you can create versions of this plugin for your usecases that are much more tailored.

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Can I use it commercially?

Yes. The free tools are yours to use in your own work. Software products are MIT-licensed.

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Do I have to hand over my email to get it?

No. There is no form on this page. You can subscribe if you want the new tools as they land, but the download never asks.

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What can it not do?

It can only work with what you give it or the research instructions you provide. It writes the batch; it does not decide what the batch should be about. That is where the consulting comes in. But it can do this mostly unattended in the background.

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Content at Scale

The plugin we use to run content in volume, with grouped runs, labelled sources, de-slop and fact-check passes that argues with the draft.

Download it free

No email required.

Where to go next

Keep the momentum. Pair it with another tool, or bring in senior hands to take it further.

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